{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 获取美国CPI年率数据（消费者物价指数年率）\n",
    "cpi_yoy_data = ak.macro_usa_cpi_yoy()\n",
    "\n",
    "# 将时间列转换为datetime格式\n",
    "cpi_yoy_data['时间'] = pd.to_datetime(cpi_yoy_data['时间'])\n",
    "\n",
    "# 确保CPI年率数据的值为数值类型\n",
    "cpi_yoy_data['现值'] = pd.to_numeric(cpi_yoy_data['现值'], errors='coerce')\n",
    "\n",
    "# 去除缺失值\n",
    "cpi_yoy_data.dropna(subset=['现值'], inplace=True)\n",
    "\n",
    "# 绘制美国CPI年率曲线\n",
    "plt.figure(figsize=(14, 7))\n",
    "\n",
    "# 绘制CPI年率曲线\n",
    "plt.plot(cpi_yoy_data['时间'], cpi_yoy_data['现值'], label=\"美国CPI年率\", color='blue', linestyle='-', marker='o')\n",
    "\n",
    "# 添加标题和标签\n",
    "plt.title('美国CPI年率（YoY）', fontsize=16)\n",
    "plt.xlabel('年份', fontsize=12)\n",
    "plt.ylabel('CPI年率 (%)', fontsize=12)\n",
    "plt.legend()\n",
    "\n",
    "# 显示图表\n",
    "plt.xticks(rotation=45)  # 旋转x轴标签以便更好显示\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
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